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Titel:

Structure-Preserving Multi-domain Stain Color Augmentation Using Style-Transfer with Disentangled Representations

Dokumenttyp:
Proceedings Paper
Autor(en):
Wagner, Sophia J.; Khalili, Nadieh; Sharma, Raghav; Boxberg, Melanie; Marr, Carsten; de Back, Walter; Peng, Tingying
Abstract:
In digital pathology, different staining procedures and scanners cause substantial color variations in whole-slide images (WSIs), especially across different laboratories. These color shifts result in a poor generalization of deep learning-based methods from the training domain to external pathology data. To increase test performance, stain normalization techniques are used to reduce the variance between training and test domain. Alternatively, color augmentation can be applied during training l...     »
Zeitschriftentitel:
Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv
Jahr:
2021
Band / Volume:
12908
Seitenangaben Beitrag:
257-266
Volltext / DOI:
doi:10.1007/978-3-030-87237-3_25
Print-ISSN:
0302-9743
TUM Einrichtung:
Institut für Allgemeine Pathologie und Pathologische Anatomie
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